An integrated and personalized traveler information and incentive scheme for energy efficient mobility systems

•Developed an integrated and personalized traveler information and incentive scheme.•Developed an empirical model to quantify the personalized monetary incentives.•The scheme integrated behavioral modeling and optimization of incentive allocation.•Demonstrated the effectiveness of control in a large-scale transportation system.